Dev.to
7/9/2026

AI Agents aren't magic
Short summary
An AI agent is not magic — it is an LLM combined with orchestration, context, and tools that let it perform actions beyond text generation. The core pattern is a loop that calls the model, checks for tool-call responses, executes matching functions, and feeds results back. The author provides a minimal TypeScript/Node.js agent using Ollama to demonstrate tools, guardrails, and the main orchestration loop.
- •AI agents are LLMs plus orchestration, context, and tool-calling in a loop
- •Tool calls use structured contracts the model fills in and the runtime executes
- •A simple TypeScript/Ollama demo repo illustrates tools, guardrails, and the agent loop
Generated with AI, which can make mistakes.
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